Exploiting Geometries of Learning for Fast, Adaptive and Robust AI

This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of ArtificialIntelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop newtheories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong androbust, even with limited supervision. Expected outcomes will enhance Australia's capability and competitivenessin AI, and deliver robust and trustworthy learning technology. The project should provide significant benefits notonly in advancing scientific and translational knowledge but also in accelerating AI innovations, safeguardingcyberspace, and reducing the burden on defence expenses in Australia.